The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-31"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "102965855 (up from 102583819 yesterday: 0.37 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2227905 (up from 2219980 yesterday: 0.36 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 12651186

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.16



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 26186781 111896 0.43 3749280 441324 1794 0.41 1.69
India 10757610 11436 0.11 291015 154392 118 0.08 1.44
Brazil 9204731 27756 0.30 1098941 224504 559 0.25 2.44
United Kingdom 3828183 21190 0.56 746815 106367 590 0.56 2.78
Russia 3808348 18083 0.48 441633 72029 473 0.66 1.89
France 3255920 19235 0.59 415056 76201 195 0.26 2.34
Spain 2743119 0 0.00 692759 58319 0 0.00 2.13
Italy 2553032 11249 0.44 276541 88516 237 0.27 3.47
Turkey 2477463 6562 0.27 151207 25993 128 0.49 1.05
Germany 2225659 748 0.03 296249 57163 58 0.10 2.57
Colombia 2094884 8078 0.39 307984 53983 333 0.62 2.58
Argentina 1927239 4975 0.26 205022 47974 43 0.09 2.49
Mexico 1864260 7030 0.38 330221 158536 462 0.29 8.50
Poland 1513385 4711 0.31 127863 37180 98 0.26 2.46
South Africa 1453761 4525 0.31 222164 44164 213 0.48 3.04
Iran 1417999 6268 0.44 131593 57959 70 0.12 4.09
Ukraine 1261546 3453 0.27 111281 23860 91 0.38 1.89
Peru 1138239 5217 0.46 112059 41026 169 0.41 3.60
Indonesia 1078314 12001 1.13 250288 29998 270 0.91 2.78
Netherlands 992075 3725 0.38 106977 14108 39 0.28 1.42
Czechia 984774 4060 0.41 153609 16308 97 0.60 1.66
Canada 782467 3695 0.47 117861 20005 79 0.40 2.56
Romania 728743 1825 0.25 57459 18335 71 0.39 2.52
Chile 727109 4209 0.58 85186 18452 113 0.62 2.54
Portugal 720516 9498 1.34 236827 12482 303 2.49 1.73
Belgium 710153 2316 0.33 45890 21092 26 0.12 2.97
Israel 643435 4646 0.73 152116 4796 58 1.22 0.75
Iraq 619636 714 0.12 16698 13047 6 0.05 2.11
Sweden 566957 0 0.00 77486 11591 0 0.00 2.04
Pakistan 546428 1615 0.30 42135 11683 26 0.22 2.14
Bangladesh 535139 369 0.07 12686 8127 16 0.20 1.52
Philippines 525618 2102 0.40 37928 10749 80 0.75 2.05
Switzerland 521320 0 0.00 43337 9381 11 0.12 1.80
Morocco 471157 466 0.10 18625 8275 16 0.19 1.76
Austria 414398 1190 0.29 33676 7721 18 0.23 1.86
Serbia 395263 1366 0.35 35574 4020 20 0.50 1.02
Japan 390166 2667 0.69 101348 5753 65 1.14 1.47
Saudi Arabia 368074 261 0.07 4265 6375 3 0.05 1.73
Hungary 367586 1307 0.36 25349 12524 61 0.49 3.41
Jordan 326855 1181 0.36 19646 4316 12 0.28 1.32
Panama 320379 926 0.29 41183 5270 26 0.50 1.64
United Arab Emirates 303609 2948 0.98 73031 850 12 1.43 0.28
Lebanon 301052 2139 0.72 81756 3082 51 1.68 1.02
Nepal 270959 105 0.04 6179 2029 2 0.10 0.75
Georgia 258111 479 0.19 18882 3178 19 0.60 1.23
Ecuador 250828 1049 0.42 29758 14859 8 0.05 5.92
Slovakia 249913 1723 0.69 41704 4642 77 1.69 1.86
Belarus 248336 1766 0.72 36135 1718 10 0.59 0.69
Kazakhstan 235844 1275 0.54 26475 3046 1 0.03 1.29
Croatia 232426 336 0.14 12433 5027 29 0.58 2.16
Azerbaijan 230219 153 0.07 5568 3132 6 0.19 1.36
Bulgaria 218748 130 0.06 10237 9045 17 0.19 4.13
Bolivia 216835 1438 0.67 42939 10379 49 0.47 4.79
Malaysia 214959 5298 2.53 78967 760 14 1.88 0.35
Dominican Republic 214060 1507 0.71 31957 2666 20 0.76 1.25
Tunisia 208885 1417 0.68 49609 6754 74 1.11 3.23
Denmark 199156 377 0.19 16995 2126 19 0.90 1.07
Ireland 196547 1244 0.64 48934 3307 15 0.46 1.68
Costa Rica 193276 0 0.00 15662 2604 0 0.00 1.35
Lithuania 182539 805 0.44 22867 2803 16 0.57 1.54
Armenia 167026 125 0.07 4895 3080 9 0.29 1.84
Slovenia 166473 586 0.35 27192 3503 13 0.37 2.10
Egypt 165951 533 0.32 16159 9316 53 0.57 5.61
Kuwait 165257 635 0.39 10943 959 0 0.00 0.58
Moldova 159804 291 0.18 10413 3438 4 0.12 2.15
Guatemala 159504 386 0.24 16261 5643 25 0.44 3.54
West Bank and Gaza 158962 403 0.25 11562 1833 2 0.11 1.15
Greece 156957 484 0.31 12219 5796 17 0.29 3.69
Qatar 151335 351 0.23 5470 248 0 0.00 0.16
Honduras 147843 743 0.51 19898 3610 18 0.50 2.44
Burma 140145 281 0.20 9541 3131 6 0.19 2.23
Ethiopia 137650 629 0.46 9334 2093 2 0.10 1.52
Oman 134326 598 0.45 3718 1529 2 0.13 1.14
Paraguay 133227 679 0.51 17494 2718 14 0.52 2.04
Nigeria 131242 685 0.52 31155 1586 8 0.51 1.21
Venezuela 126927 604 0.48 10317 1189 6 0.51 0.94
Bosnia and Herzegovina 121497 0 0.00 5864 4679 0 0.00 3.85
Libya 118631 981 0.83 13886 1877 35 1.90 1.58
Algeria 107339 217 0.20 5195 2891 3 0.10 2.69
Bahrain 103057 431 0.42 7499 375 3 0.81 0.36
Kenya 100773 98 0.10 2502 1763 8 0.46 1.75
China 100063 95 0.10 3239 4817 2 0.04 4.81

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3324264 13315 0.40 580256 40928 226 0.56 1.23 84132.55 1035.83 1 in 12
Texas 2376344 13078 0.55 408155 37074 150 0.41 1.56 81954.54 1278.60 1 in 12
Florida 1721377 7788 0.45 244367 26479 119 0.45 1.54 80147.04 1232.86 1 in 12
New York 1419907 11209 0.80 284315 43634 181 0.42 3.07 72989.57 2242.98 1 in 14
Illinois 1126301 2428 0.22 97551 21253 40 0.19 1.89 88882.33 1677.19 1 in 11
Georgia 909445 3587 0.40 152400 14198 2 0.01 1.56 85655.91 1337.24 1 in 12
Ohio 895792 3011 0.34 118727 11175 54 0.49 1.25 76634.81 956.02 1 in 13
Pennsylvania 846046 3571 0.42 122181 21617 55 0.26 2.56 66087.07 1688.57 1 in 15
Arizona 758404 5025 0.67 139858 13120 22 0.17 1.73 99594.83 1722.94 1 in 10
North Carolina 757526 4899 0.65 134338 9335 48 0.52 1.23 72227.30 890.06 1 in 14
Tennessee 727861 3119 0.43 73992 9650 76 0.79 1.33 106518.73 1412.23 1 in 9
New Jersey 696829 4286 0.62 112001 21484 29 0.14 3.08 78452.39 2418.77 1 in 13
Indiana 626682 1723 0.28 63029 9974 7 0.07 1.59 93086.99 1481.53 1 in 11
Michigan 610138 0 0.00 47585 15525 0 0.00 2.54 61094.10 1554.54 1 in 16
Wisconsin 592140 1143 0.19 41880 6434 4 0.06 1.09 101699.74 1105.04 1 in 10
Massachusetts 524025 2665 0.51 91234 14577 46 0.32 2.78 75404.67 2097.56 1 in 13
Virginia 504779 2558 0.51 105923 6464 15 0.23 1.28 59138.64 757.31 1 in 17
Missouri 473977 1035 0.22 37978 7041 1 0.01 1.49 77227.30 1147.22 1 in 13
Minnesota 461807 988 0.21 25235 6268 13 0.21 1.36 81886.02 1111.42 1 in 12
Alabama 459639 4057 0.89 57739 7688 122 1.61 1.67 93742.94 1567.96 1 in 11
South Carolina 443386 3601 0.82 88861 7042 28 0.40 1.59 86115.87 1367.72 1 in 12
Louisiana 400626 3350 0.84 53797 8859 58 0.66 2.21 86178.48 1905.66 1 in 12
Colorado 396185 1166 0.30 35037 5640 20 0.36 1.42 68797.22 979.38 1 in 15
Oklahoma 389472 2882 0.75 58110 3547 43 1.23 0.91 98426.80 896.39 1 in 10
Kentucky 362881 1766 0.49 59257 3745 31 0.83 1.03 81223.72 838.24 1 in 12
Maryland 354473 1747 0.50 47799 7127 20 0.28 2.01 58632.44 1178.86 1 in 17
Utah 346624 1194 0.35 40625 1665 2 0.12 0.48 108118.70 519.35 1 in 9
Iowa 319408 298 0.09 22726 4901 250 5.38 1.53 101236.42 1553.37 1 in 10
Washington 311597 0 0.00 40002 4285 0 0.00 1.38 40919.42 562.71 1 in 24
Arkansas 295268 881 0.30 40192 4868 30 0.62 1.65 97841.33 1613.08 1 in 10
Nevada 278308 959 0.35 29739 4270 6 0.14 1.53 90355.16 1386.29 1 in 11
Kansas 276956 0 0.00 32373 3767 0 0.00 1.36 95065.62 1293.03 1 in 11
Mississippi 275001 811 0.30 35919 6045 27 0.45 2.20 92401.62 2031.15 1 in 11
Connecticut 250023 0 0.00 44029 7046 0 0.00 2.82 70127.03 1976.28 1 in 14
Nebraska 190713 143 0.08 14687 1920 0 0.00 1.01 98589.85 992.55 1 in 10
New Mexico 174064 525 0.30 17907 3283 18 0.55 1.89 83012.97 1565.70 1 in 12
Idaho 162683 0 0.00 13016 1725 0 0.00 1.06 90779.63 962.58 1 in 11
Oregon 142416 0 0.00 16733 1957 0 0.00 1.37 33765.97 463.99 1 in 30
West Virginia 121001 661 0.55 19789 2024 9 0.45 1.67 67706.24 1132.53 1 in 15
Rhode Island 114438 0 0.00 16824 2154 0 0.00 1.88 108025.50 2033.30 1 in 9
South Dakota 108250 180 0.17 4932 1778 3 0.17 1.64 122363.53 2009.81 1 in 8
North Dakota 97629 68 0.07 2913 1447 0 0.00 1.48 128111.62 1898.80 1 in 8
Montana 93949 187 0.20 7625 1233 1 0.08 1.31 87903.19 1153.65 1 in 11
Puerto Rico 93624 218 0.23 10505 1829 6 0.33 1.95 29315.27 572.69 1 in 34
Delaware 78071 520 0.67 12798 1090 9 0.83 1.40 80174.46 1119.37 1 in 12
New Hampshire 65695 333 0.51 14095 1057 15 1.44 1.61 48315.41 777.37 1 in 21
Alaska 54351 135 0.25 4133 262 0 0.00 0.48 74296.18 358.15 1 in 13
Wyoming 51912 208 0.40 5080 596 0 0.00 1.15 89695.37 1029.79 1 in 11
Maine 39324 156 0.40 10026 590 0 0.00 1.50 29254.31 438.92 1 in 34
District of Columbia 36872 210 0.57 5081 913 4 0.44 2.48 52245.20 1293.66 1 in 19
Hawaii 26072 78 0.30 2486 409 3 0.74 1.57 18414.09 288.87 1 in 54
Vermont 11965 134 1.13 2998 174 1 0.58 1.45 19175.02 278.85 1 in 52

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 42279018 3324264 7.86 6452194 580256 8.99 1070023.8
2 Texas 17399120 2376344 13.66 2608076 408155 15.65 600054.9
3 Florida 19157510 1721377 8.99 2339545 244367 10.45 891970.6
4 New York 32161751 1419907 4.41 4840749 284315 5.87 1653257.8
5 Illinois 16039292 1126301 7.02 1936003 97551 5.04 1265744.8
6 Georgia 6452746 909445 14.09 780456 152400 19.53 607750.7
7 Ohio 9074070 895792 9.87 928418 118727 12.79 776284.7
8 Pennsylvania 4480375 846046 18.88 378096 122181 32.31 349974.9
9 Arizona 3457316 758404 21.94 382054 139858 36.61 454020.3
10 North Carolina 8943621 757526 8.47 1388265 134338 9.68 852741.2
11 Tennessee 6437840 727861 11.31 489781 73992 15.11 942144.9
12 New Jersey 9407974 696829 7.41 1161463 112001 9.64 1059195.3
13 Indiana 7014523 626682 8.93 905370 63029 6.96 1041933.3
14 Michigan 9366357 610138 6.51 851330 47585 5.59 937868.3
15 Wisconsin 6177575 592140 9.59 568691 41880 7.36 1060995.3
16 Massachusetts 13632898 524025 3.84 1915585 91234 4.76 1961708.3
17 Virginia 5234155 504779 9.64 646003 105923 16.40 613220.5
18 Missouri 4156792 473977 11.40 337639 37978 11.25 677285.7
19 Minnesota 6236640 461807 7.40 566253 25235 4.46 1105859.4
20 Alabama 2140705 459639 21.47 174049 57739 33.17 436594.8
21 South Carolina 4227525 443386 10.49 760940 88861 11.68 821083.7
22 Louisiana 5007448 400626 8.00 561529 53797 9.58 1077149.9
23 Colorado 5452050 396185 7.27 681299 35037 5.14 946744.2
24 Oklahoma 3184813 389472 12.23 353535 58110 16.44 804861.3
25 Kentucky 3590222 362881 10.11 279423 59257 21.21 803600.0
26 Maryland 7013154 354473 5.05 867909 47799 5.51 1160027.3
27 Utah 2607358 346624 13.29 233360 40625 17.41 813285.1
28 Iowa 1253688 319408 25.48 55397 22726 41.02 397356.6
29 Washington 4548239 311597 6.85 513465 40002 7.79 597282.1
30 Arkansas 2431538 295268 12.14 273522 40192 14.69 805725.3
31 Nevada 2488049 278308 11.19 264732 29739 11.23 807767.2
32 Kansas 1168723 276956 23.70 117516 32373 27.55 401166.2
33 Mississippi 1569489 275001 17.52 146829 35919 24.46 527355.7
34 Connecticut 5708292 250023 4.38 1088322 44029 4.05 1601075.0
35 Nebraska 2100123 190713 9.08 252034 14687 5.83 1085667.0
36 New Mexico 2343455 174064 7.43 249880 17907 7.17 1117618.6
37 Idaho 603115 162683 26.97 41808 13016 31.13 336547.5
38 Oregon 3162750 142416 4.50 376126 16733 4.45 749868.9
39 West Virginia 1945579 121001 6.22 283205 19789 6.99 1088650.8
40 Rhode Island 2497271 114438 4.58 381304 16824 4.41 2357337.1
41 South Dakota 402613 108250 26.89 18452 4932 26.73 455105.3
42 North Dakota 1345999 97629 7.25 67446 2913 4.32 1766259.2
43 Montana 956488 93949 9.82 114238 7625 6.67 894936.1
45 Delaware 1230883 78071 6.34 178008 12798 7.19 1264046.5
46 New Hampshire 1262157 65695 5.20 170449 14095 8.27 928253.9
47 Alaska 1500325 54351 3.62 147845 4133 2.80 2050899.1
48 Wyoming 634985 51912 8.18 106848 5080 4.75 1097149.2
49 Maine 1376597 39324 2.86 202985 10026 4.94 1024092.2
50 District of Columbia 1100466 36872 3.35 143116 5081 3.55 1559288.1
51 Hawaii 987475 26072 2.64 117903 2486 2.11 697432.4
52 Vermont 897351 11965 1.33 138260 2998 2.17 1438087.9

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5665413 538054 1438 0.27 9.50 3503 362 51077 27098 5.04
Veneto 4153641 312185 499 0.16 7.52 1430 217 33945 8931 2.86
Piemonte 2072804 223097 538 0.24 10.76 2122 146 12312 8847 3.97
Campania 2432221 222185 1401 0.63 9.14 1417 99 62422 3757 1.69
Emilia-Romagna 3103697 218651 1277 0.59 7.04 2112 206 46868 9476 4.33
Lazio 3342016 205448 943 0.46 6.15 2388 284 63201 4984 2.43
Sicilia 1784459 136103 716 0.53 7.63 1325 204 42289 3478 2.56
Toscana 2237018 134456 510 0.38 6.01 648 96 9175 4202 3.13
Puglia 1312676 122907 1069 0.88 9.36 1397 164 52744 3192 2.60
Liguria 862130 69668 307 0.44 8.08 612 65 4436 3352 4.81
Friuli Venezia Giulia 1146864 67534 396 0.59 5.89 590 60 11333 2394 3.54
Marche 690203 55487 362 0.66 8.04 529 72 9258 1966 3.54
Abruzzo 690016 42846 402 0.95 6.21 383 46 10487 1467 3.42
P.A. Bolzano 497235 40167 467 1.18 8.08 223 32 4618 873 2.17
Sardegna 580215 38537 167 0.44 6.64 446 39 15980 982 2.55
Umbria 629140 36051 294 0.82 5.73 361 54 5629 781 2.17
Calabria 518350 32747 193 0.59 6.32 276 20 8909 592 1.81
P.A. Trento 528986 27527 135 0.49 5.20 178 35 2469 1147 4.17
Basilicata 211624 13231 29 0.22 6.25 66 2 5424 326 2.46
Molise 137879 8354 93 1.13 6.06 58 9 1159 267 3.20
Valle d’Aosta 70139 7797 16 0.21 11.12 32 3 233 404 5.18

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 272917 1857 0.69 6196 36 0.58 2.27 18550.86 421.16 1 in 54
Quebec 262583 1223 0.47 9794 31 0.32 3.73 30755.80 1147.15 1 in 33
Alberta 124208 461 0.37 1639 8 0.49 1.32 28145.00 371.39 1 in 36
British Columbia 66779 0 0.00 1189 0 0.00 1.78 13065.95 232.64 1 in 77
Manitoba 29564 118 0.40 829 4 0.48 2.80 21461.80 601.81 1 in 47
Saskatchewan 22646 0 0.00 268 0 0.00 1.18 19164.47 226.80 1 in 52
Nova Scotia 1570 0 0.00 65 0 0.00 4.14 1606.21 66.50 1 in 623
New Brunswick 1256 26 2.11 18 0 0.00 1.43 1610.27 23.08 1 in 621
Newfoundland and Labrador 408 0 0.00 4 0 0.00 0.98 782.56 7.67 1 in 1278
Nunavut 294 10 3.52 1 0 0.00 0.34 NA NA 1 in NA
Prince Edward Island 111 0 0.00 0 0 NaN 0.00 701.83 0.00 1 in 1425
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 35 0 0.00 0 0 NaN 0.00 779.44 0.00 1 in 1283
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 80032.95 1348.79 1 in 12
India 8034.06 115.30 1 in 124
Brazil 43978.65 1072.64 1 in 23
United Kingdom 57618.65 1600.95 1 in 17
Russia 26355.35 498.47 1 in 38
France 48603.08 1137.50 1 in 21
Spain 58789.52 1249.87 1 in 17
Italy 42212.83 1463.56 1 in 24
Turkey 30657.88 321.66 1 in 33
Germany 26883.19 690.46 1 in 37
Colombia 42691.75 1100.12 1 in 23
Argentina 43533.75 1083.67 1 in 23
Mexico 14429.26 1227.06 1 in 69
Poland 39846.89 978.94 1 in 25
South Africa 25630.48 778.63 1 in 39
Iran 17471.65 714.13 1 in 57
Ukraine NA NA 1 in NA
Peru 35382.00 1275.29 1 in 28
Indonesia 4084.52 113.63 1 in 245
Netherlands 57745.93 821.19 1 in 17

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1116948 16770 1.50
Maricopa Arizona 472760 7462 1.58
Cook Illinois 453634 8865 1.95
Miami-Dade Florida 372120 4874 1.31
Harris Texas 317654 4257 1.34
San Bernardino California 274429 1839 0.67
Riverside California 271910 3091 1.14
Dallas Texas 258517 2819 1.09
Orange California 245978 3062 1.24
San Diego California 238042 2619 1.10
Tarrant Texas 216910 2160 1.00
Clark Nevada 214108 3276 1.53
Queens New York 178112 8133 4.57
Kings New York 175232 8395 4.79
Bexar Texas 173154 2348 1.36
Broward Florida 172864 2092 1.21
Suffolk New York 143498 2794 1.95
Salt Lake Utah 130042 679 0.52
Nassau New York 128735 2677 2.08
Bronx New York 119673 5425 4.53
El Paso Texas 113637 2116 1.86
Philadelphia Pennsylvania 109231 2878 2.63
Palm Beach Florida 107242 2166 2.02
Franklin Ohio 104761 709 0.68
Orange Florida 103337 940 0.91
Milwaukee Wisconsin 103280 1164 1.13
Santa Clara California 101964 1414 1.39
Middlesex Massachusetts 101919 3126 3.07
Pima Arizona 101457 1740 1.72
Hillsborough Florida 100764 1293 1.28
Wayne Michigan 96685 3982 4.12
Hennepin Minnesota 95801 1529 1.60
Westchester New York 94214 1906 2.02
Kern California 94113 624 0.66
Cuyahoga Ohio 89042 1203 1.35
Fresno California 88476 1137 1.29
Marion Indiana 86403 1360 1.57
Mecklenburg North Carolina 86394 759 0.88
Sacramento California 86388 1239 1.43
New York New York 85779 3586 4.18
Utah Utah 84439 286 0.34
St. Louis Missouri 83508 1686 2.02
Gwinnett Georgia 83370 768 0.92
Duval Florida 81927 911 1.11
Shelby Tennessee 80954 1262 1.56
King Washington 78010 1242 1.59
Essex Massachusetts 77363 1969 2.55
Fulton Georgia 77344 954 1.23
Oklahoma Oklahoma 75092 577 0.77
Davidson Tennessee 74925 731 0.98
Providence Rhode Island 74238 1582 2.13
Alameda California 73771 980 1.33
Collin Texas 72705 577 0.79
DuPage Illinois 72454 1111 1.53
Fairfield Connecticut 72026 1932 2.68
Suffolk Massachusetts 71597 1563 2.18
Oakland Michigan 70447 1898 2.69
Ventura California 69931 598 0.86
Allegheny Pennsylvania 69368 1520 2.19
Travis Texas 68731 727 1.06
Prince George’s Maryland 67883 1231 1.81
Bergen New Jersey 67253 2474 3.68
Hamilton Ohio 67154 460 0.68
Jefferson Alabama 66884 1128 1.69
Jefferson Kentucky 66170 690 1.04
Essex New Jersey 65161 2539 3.90
Wake North Carolina 65128 427 0.66
Tulsa Oklahoma 64115 587 0.92
Middlesex New Jersey 63956 1923 3.01
Hidalgo Texas 63551 2427 3.82
Hartford Connecticut 63211 2107 3.33
New Haven Connecticut 63085 1786 2.83
Cobb Georgia 62694 746 1.19
San Joaquin California 61901 853 1.38
Hudson New Jersey 61391 1867 3.04
Will Illinois 61289 840 1.37
Douglas Nebraska 61184 572 0.93
Fairfax Virginia 59481 784 1.32
Pinellas Florida 59475 1289 2.17
Worcester Massachusetts 59449 1834 3.08
Montgomery Maryland 58965 1304 2.21
Erie New York 57406 1461 2.55
Contra Costa California 57337 529 0.92
Lake Illinois 55958 873 1.56
Greenville South Carolina 55887 711 1.27
Macomb Michigan 55852 1860 3.33
Denver Colorado 55734 737 1.32
Denton Texas 53554 518 0.97
Lee Florida 52653 794 1.51
DeKalb Georgia 51275 655 1.28
Passaic New Jersey 51262 1602 3.13
Union New Jersey 51257 1675 3.27
Stanislaus California 50983 828 1.62
Polk Florida 50474 967 1.92
Bristol Massachusetts 50261 1341 2.67
Ocean New Jersey 50229 1651 3.29
Fort Bend Texas 49992 480 0.96
Sedgwick Kansas 49884 533 1.07
Richmond New York 49736 1451 2.92
Johnson Kansas 49641 655 1.32

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc